memory-mcp

Original：🇺🇸 English

Translated

Use and troubleshoot the Memory MCP server for episodic memory retrieval and pattern analysis. Use when working with MCP server tools, validating the MCP implementation, or debugging MCP server issues.

1installs

Sourced-o-hub/rust-self-learning-memory

Added on2026-02-22

NPX Install

npx skill4agent add d-o-hub/rust-self-learning-memory memory-mcp

SKILL.md Content

View Translation Comparison →

Memory MCP Server

Interact with and troubleshoot the Memory Model Context Protocol (MCP) server for the self-learning memory system.

Quick Reference

Tools - Complete MCP tools reference (query_memory, analyze_patterns, etc.)
Configuration - .mcp.json structure and environment variables
Validation - MCP Inspector validation workflow
Troubleshooting - Common issues and solutions
Best Practices - Tool usage, configuration, and testing guidelines

When to Use

Starting or configuring the memory-mcp server
Using MCP tools for memory retrieval and pattern analysis
Validating the MCP server implementation
Debugging MCP server issues
Testing MCP tools using the MCP inspector
Understanding MCP configuration and environment variables

MCP Server Overview

The memory-mcp server exposes episodic memory functionality through the Model Context Protocol:

Query past experiences and learned patterns
Analyze successful strategies from historical episodes
Execute code in a secure sandbox environment
Perform advanced statistical and predictive analysis
Monitor server health and metrics

Location:

./target/release/memory-mcp-server

Configuration:

.mcp.json

Transport: stdio (Standard Input/Output)

Available MCP Tools

Tool	Purpose
`query_memory`	Query episodic memory for relevant past experiences
`analyze_patterns`	Analyze patterns from past episodes
`advanced_pattern_analysis`	Statistical analysis, predictive modeling
`execute_agent_code`	Execute TypeScript/JavaScript in sandbox
`health_check`	Check server health status
`get_metrics`	Get comprehensive monitoring metrics

See tools.md for detailed tool documentation and best-practices.md for usage guidelines.

Starting the Server

bash

# Build
cargo build --release --bin memory-mcp-server

# Run directly
export TURSO_DATABASE_URL="file:./data/memory.db"
./target/release/memory-mcp-server

# Run via MCP Inspector for testing
npx -y @modelcontextprotocol/inspector ./target/release/memory-mcp-server

See configuration.md for full environment setup and validation.md for MCP Inspector workflow.